docs: org about + registry + brand icon

README.md

@@ -6,7 +6,7 @@ tags:
 
 # DotCheck
 
-Organization for DotCheck **closed-weight** AI-likeness engines. Public model repos are **documentation cards** (architecture, gates, license). Inference heads (`.npz`) are not published on public Hub repos.
+Organization for DotCheck AI-likeness engines. Public model repos ship Apache-2.0 open weights (`.npz` heads on frozen upstream backbones), architecture notes, and measured holdout gates. Everyday scoring still runs through DotCheck.
 
 | Hub id | Wire | Backbone / stack | Artifact |
 |--------|------|------------------|----------|
@@ -16,14 +16,13 @@ Organization for DotCheck **closed-weight** AI-likeness engines. Public model re
 
 - Collection: [DotCheck Engines](https://huggingface.co/collections/DotCheck/dotcheck-engines-6a659e57f7934cb510677785)
 - About: [`DotCheck/dotcheck`](https://huggingface.co/DotCheck/dotcheck)
-- Private vault (owner): [`heads-live-private`](https://huggingface.co/DotCheck/heads-live-private)
 - Full inventory: see `REGISTRY.md` in this about repo / `hub/REGISTRY.md` in source
 
 ## Runtime
 
-Serve: DotCheck CPU FastAPI. Public HTTP: Express (Heroku) → inference. Guests: https://dotcheck.ai/check. Programmatic: https://dotcheck.ai/api (`Authorization: Bearer dc_…`, Pro). Gate tables: https://dotcheck.ai/docs · https://dotcheck.ai/how
+Serve: DotCheck CPU FastAPI. Public HTTP: Express → inference. Guests: https://dotcheck.ai/check. Programmatic: https://dotcheck.ai/api (`Authorization: Bearer dc_…`, Pro). Gates: https://dotcheck.ai/docs · https://dotcheck.ai/how
 
-Do not `from_pretrained` DotCheck head repos for runnable weights.
+Public repos include Apache-2.0 open weights. Everyday product scoring still runs through DotCheck.
 
 ## Metrics SSOT
 

REGISTRY.md

@@ -2,7 +2,7 @@
 
 SSOT: repo-root `Data.json` → `models` + `hub` + `engines`. Generated by Sync.
 
-## Hub engines (closed weights)
+## Hub engines (Apache-2.0 open weights)
 
 | Slot | Wire | Hub repo | Artifact |
 | --- | --- | --- | --- |
@@ -10,7 +10,7 @@ SSOT: repo-root `Data.json` → `models` + `hub` + `engines`. Generated by Sync.
 | text | `inhouse-text@9` | [valla-text-v9](https://huggingface.co/DotCheck/valla-text-v9) | `text_stack_head_v9.npz` |
 | video | `inhouse-video@2` | [muybridge-video-v2](https://huggingface.co/DotCheck/muybridge-video-v2) | `siglip2_base_patch16_224_linear_head_video_v2.npz` |
 
-Org: [DotCheck](https://huggingface.co/DotCheck) · Collection: [DotCheck Engines](https://huggingface.co/collections/DotCheck/dotcheck-engines-6a659e57f7934cb510677785) · Vault: `heads-live-private`
+Org: [DotCheck](https://huggingface.co/DotCheck) · Collection: [DotCheck Engines](https://huggingface.co/collections/DotCheck/dotcheck-engines-6a659e57f7934cb510677785)
 
 ## Serve backbones